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技术工具雷达: Agents, skills and MCP

雷达筛选条件

近期变化

Of 20 comparable tools in Agents, skills et MCP, 20 are increasing, 0 are stable, and 0 are declining. ponytail has the largest measured increase: +12175 GitHub stars. These movements describe only changes in metrics collected over the period.

测量周期：2026-09-02 至 2026-09-09

工具排名

按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

  1. 1

    MCP
    活跃

    One shared, persistent memory across AI agents and systems, with semantic recall and live updates.

    ↓ 351 下载/周Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add memocat-mcp -- uvx memocat-mcp

      21GitHub 星标+20 (+2000.0 %)
    • 2

      MCP
      活跃

      Cross-repository semantic code intelligence for AI coding agents, from a local code graph.

      Go许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        19GitHub 星标+18 (+1800.0 %)
      • 3

        其他
        活跃

        Distributed AI multi-agent autonomous system — digital employees for long-horizon tasks, running 24×7 — Meta-bootstrapping · Real-autonomous · Omni-evolution

        Rust
        • a2a
        • ai
        • application
        • automation
        • autonomous

        github实测增长打开来源 ↗

        17GitHub 星标+9 (+112.5 %)
      • 4

        MCP
        活跃

        Inspect and control Asterisk (AMI) and FreeSWITCH (ESL) PBX servers from your AI assistant.

        ↓ 24 下载/周TypeScript许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add pbx-mcp -- npx pbx-mcp

          15GitHub 星标+9 (+150.0 %)
        • 5

          MCP
          活跃

          Reporting and queries over Astrea (Aurum), Brazilian legal-practice software: cases per client, cale

          许可证: MIT

            mcp实测增长打开来源 ↗

            需在 MCP 配置中声明的远程服务器 https://api.mcp.ai/p_astrea

            12GitHub 星标+8 (+200.0 %)
          • 6

            MCP
            活跃

            Stealth web browser for agents: search, fetch, click, download and type in persistent MCP sessions.

            Rust许可证: Apache-2.0

              mcp实测增长打开来源 ↗

              需在 MCP 配置中声明的远程服务器 https://browser.aginx.net/mcp

              14GitHub 星标+7 (+100.0 %)
            • 7

              MCP
              活跃

              Local-first bridge: export your own Mi Fitness (Xiaomi) health data to SQLite/JSON/CSV and MCP.

              Python许可证: NOASSERTION

                mcp实测增长打开来源 ↗

                12GitHub 星标+7 (+140.0 %)
              • 8

                MCP
                活跃

                Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch.

                Go许可证: MIT

                  mcp实测增长打开来源 ↗

                  12GitHub 星标+7 (+140.0 %)
                • 9

                  智能体
                  活跃

                  Multi-agent demo with Google ADK on Vertex AI Agent Engine — every LLM, A2A, and MCP call routed through Apigee X for API-key auth, per-user quotas, and token analytics.

                  Python许可证: Apache-2.0
                  • a2a
                  • a2a-protocol
                  • agent
                  • agentic-ai
                  • agents

                  github实测增长打开来源 ↗

                  8GitHub 星标+6 (+300.0 %)
                • 10

                  MCP
                  活跃

                  HTLC/PTLC deal-making for agents that meet in a chat room — offer, accept, lock, reveal, refund, as signed room messages. The room coordinates; a settlement rail holds the money. Alpha: no rail holds value yet.

                  TypeScript许可证: Apache-2.0
                  • a2a
                  • adaptor-signature
                  • agent-infrastructure
                  • agent-payments
                  • ai-agents

                  github实测增长打开来源 ↗

                  13GitHub 星标+6 (+85.7 %)
                • 11

                  技能
                  活跃

                  Aplicação que usa o poder da LLM para gerar contexto para qualquer demanda sem precisar que você pense e tenha ideías, a propria aplicação estrutura no final da entrevista com você em um unico arquivo markdown tudo que foi questionado,…

                  Python许可证: MIT
                  • claude-code-plugin
                  • claude-skills
                  • codex
                  • codex-cli
                  • codex-skill

                  github实测增长打开来源 ↗

                  安装 /plugin marketplace add AirtonLira/boostprompt

                  13GitHub 星标+6 (+85.7 %)
                • 12

                  MCP
                  休眠

                  Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading.

                  Python许可证: Apache-2.0

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add prism-scanner -- uvx prism-scanner

                    21GitHub 星标+8 (+61.5 %)
                  • 13

                    MCP
                    活跃

                    Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email.

                    ↓ 110 下载/周TypeScript许可证: Apache-2.0

                      mcp实测增长打开来源 ↗

                      安装 claude mcp add mcp -- npx @openagentemail/mcp

                      16GitHub 星标+6 (+60.0 %)
                    • 14

                      MCP
                      活跃

                      Create and edit real Word documents (filesystem or SharePoint): typed change plans, tracked changes

                      C#许可证: MIT

                        mcp实测增长打开来源 ↗

                        21GitHub 星标+7 (+50.0 %)
                      • 15

                        MCP
                        活跃

                        Engineering memory for AI-assisted codebases: decisions, bug lineage and invariants, over MCP.

                        TypeScript许可证: Apache-2.0

                          mcp实测增长打开来源 ↗

                          安装 claude mcp add hunch -- npx @davesheffer/hunch

                          9GitHub 星标+4 (+80.0 %)
                        • 16

                          技能
                          活跃

                          Skills for AI-agent-driven Swift / Apple-platform development — composable via git submodule; aggregates other specialist skill repos

                          Python许可证: MIT
                          • agent-skills
                          • ai-agents
                          • app-store-connect
                          • apple-platform
                          • claude-code

                          github实测增长打开来源 ↗

                          安装 git clone https://github.com/wei18/apple-dev-skills ~/.claude/skills/apple-dev-skills

                          19GitHub 星标+6 (+46.2 %)
                        • 17

                          MCP
                          活跃

                          MCP server for E.Leclerc Drive — search products, manage cart, and order groceries from Claude

                          ↓ 64 下载/周TypeScript许可证: MIT

                            mcp实测增长打开来源 ↗

                            安装 claude mcp add leclerc-drive -- npx mcp-leclerc-drive

                            16GitHub 星标+5 (+45.5 %)
                          • 18

                            MCP
                            休眠

                            MCP server and EasyEDA Pro extension bridge for live project assistance.

                            ↓ 50 下载/周TypeScript许可证: MIT

                              mcp实测增长打开来源 ↗

                              安装 claude mcp add easyeda-pro-mcp -- npx @vlabsoft/easyeda-pro-mcp

                              12GitHub 星标+4 (+50.0 %)
                            • 19

                              技能
                              活跃

                              Install, run and verify OSINT tools from GitHub automatically, on any OS

                              Python许可证: MIT
                              • ai-agent
                              • anthropic
                              • claude
                              • claude-code
                              • claude-code-plugin

                              github实测增长打开来源 ↗

                              安装 /plugin marketplace add soxoj/claude-osint-deploy

                              13GitHub 星标+4 (+44.4 %)
                            • 20

                              MCP
                              活跃

                              Fast local full-text search for Windows files (tantivy + jieba), exposed to AI agents over MCP.

                              Rust许可证: Apache-2.0

                                mcp实测增长打开来源 ↗

                                13GitHub 星标+4 (+44.4 %)
                              • 21

                                MCP
                                活跃

                                Deterministic local-first context and impact maps for coding agents from tasks, issues, and diffs.

                                TypeScript许可证: MIT

                                  mcp实测增长打开来源 ↗

                                  安装 claude mcp add fixmap -- npx @aryam/fixmap

                                  19GitHub 星标+5 (+35.7 %)
                                • 22

                                  技能
                                  活跃

                                  Скажи словами, что построить — получи работающую версию, проверенную до того, как её назовут готовой. Плагин для Claude Code: сам собирает требования, план, код и приёмку; «готово» закрывает код возврата, а не фраза в чате. Откат одной…

                                  Python许可证: MIT
                                  • agentic-coding
                                  • ai-agents
                                  • claude-code
                                  • claude-code-plugin
                                  • developer-tools

                                  github实测增长打开来源 ↗

                                  安装 /plugin marketplace add edvardgrishin27/superstack-plugin

                                  14GitHub 星标+4 (+40.0 %)
                                • 23

                                  MCP
                                  活跃

                                  Wildberries, Ozon, Yandex Market & Avito seller APIs for AI assistants: schema-driven, safety-gated.

                                  ↓ 47 下载/周Python许可证: MIT

                                    mcp实测增长打开来源 ↗

                                    安装 claude mcp add marketplaces-mcp-ru -- npx marketplaces-mcp-ru

                                    22GitHub 星标+5 (+29.4 %)

                                  学习与参考资源

                                  按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

                                  1. 1

                                    tizhuang-agent-skills

                                    技能
                                    活跃打开来源 ↗

                                    2000万+中小学K12真题题库 Skill：免费注册、免费抽题、教材/章节/知识点检索、练习测验与AI智能组卷。

                                    Python许可证: MIT
                                    • agent-skills
                                    • claude-code
                                    • claude-code-skill
                                    • claude-skills
                                    • codex
                                    github

                                    安装 git clone https://github.com/weishao2/tizhuang-agent-skills ~/.claude/skills/tizhuang-agent-skills

                                    资源实测增长
                                    12GitHub 星标+5 (+71.4 %)
                                  2. 2

                                    datavault4dbt-agent-skills

                                    技能
                                    活跃打开来源 ↗

                                    A curated collection of skills for AI agents to properly work with datavault4dbt.

                                    Python许可证: Apache-2.0
                                    • agent-skill
                                    • agent-skills
                                    • agentic-ai
                                    • claude
                                    • claude-code
                                    github

                                    安装 git clone https://github.com/ScalefreeCOM/datavault4dbt-agent-skills ~/.claude/skills/datavault4dbt-agent-skills

                                    资源实测增长
                                    22GitHub 星标+7 (+46.7 %)